- Data Manipulation: Altering data to produce desired outcomes. - Selective Reporting: Only publishing favorable results. - Misinterpretation: Drawing incorrect conclusions from data due to a lack of understanding of statistical methods. - Inadequate Data Collection: Using insufficient or biased samples.